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Sequential Pareto Subdifferential Sum Rule for Convex Set-Valued Mappings and Applications

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Abstract

The aim of this paper is to provide a general description of the Pareto subdifferential (weak and proper) of the sum of two cone-convex set-valued mappings in terms of sequences without any constraint qualifications. As an application, we derive sequential Lagrange multipliers optimality conditions for general set-valued optimization problem in terms of sequential Lagrange multipliers at nearby points for the Pareto efficient solutions, where no constraint qualification is assumed.

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References

  1. Aubin, J.-P., Cellina, A.: Differential Inclusions. Set-Valued Maps and Viability Theory, Grundlehren Math, vol. 264. Springer, Berlin (1984)

    Book  MATH  Google Scholar 

  2. Baier, J.: On subdifferential of set-valued maps. J. Optim. Theory. 100, 233–240 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  3. Boţ, R.I., Csetnek, E.R., Wanka, G.: Sequential optimality conditions for composed convex optimization problems. J. Math. Anal. Appl. 342, 1015–1025 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  4. Echchaabaoui, E., Laghdir, M.: Strong subdifferential calculus for convex set-valued mappings and applications to set optimization. Appl. Set-Valued Anal. Optim. 4, 223–237 (2022)

    Google Scholar 

  5. El Maghri, M., Laghdir, M.: Pareto subdifferential calculus for convex vector mappings and applications to vector optimization. SIAM J. Optim. 19(4), 1970–1994 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  6. Fajri, Y., Laghdir, M., Hassouni, A.: Formulas for sequential Pareto subdifferentials of the sums of vector mappings and applications to optimality conditions. Appl. Math. E-Notes 18, 318–333 (2018)

    MathSciNet  MATH  Google Scholar 

  7. Gutiérrez, C., Huerga, L., Novo, V., Thibault, L.: Sequential \(\varepsilon \)-subdifferential calculus for scalar and vector mappings. Set-Valued Var. Anal. 25, 383–403 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  8. Ha, T.X.D.: Lagrange multipliers for set-valued optimization problems associated with coderivatives. J. Math. Anal. Appl. 311, 647–663 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  9. Hiriart-Urruty, J.B., Moussaoui, M., Seeger, A., Volle, M.: Subdifferential calculus without qaulification conditions, using approximate subdifferentials. Nonlinear Anal. Theory Methods Appl. 24(12), 1727–175 (1995)

    Article  MATH  Google Scholar 

  10. Jeyakumar, V., Lee, G., Dinh, N.: New sequential Lagrange multiplier conditions characterizing optimality without constraint qualification for convex programs. SIAM J. Optim. 14(2), 534–547 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  11. Khan, A., Tammer, A., Zălinescu, C.: Set-Valued Optimization. An Introduction with Applications. Springer, Berlin (2015)

    Book  MATH  Google Scholar 

  12. Laghdir, M., Echchaabaoui, E.: Pareto subdifferential calculus for convex set-valued mappings and applications to set optimization. J. Appl. Numer. Optim. (2022). https://doi.org/10.23952/jano.4.2022.3.02

    Article  Google Scholar 

  13. Laghdir, M., Rikouane, A., Fajri, Y.A., Tazi, E.: Sequential Pareto subdifferential sum rule and sequential efficiency. Appl. Math. E-Notes 16, 133–143 (2016)

    MathSciNet  MATH  Google Scholar 

  14. Laghdir, M., Rikouane, A., Fajri, Y.A., Tazi, E.: Sequential Pareto subdifferential composition rule and sequential efficiency. J. Nonlinear Convex Anal. 18, 2177–2187 (2017)

    MathSciNet  MATH  Google Scholar 

  15. Lin, J.: Optimization of set-valued functions. J. Math. Anal. Appl. 186(1), 30–51 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  16. Luc, D.T.: Theory of Vector Optimization. Lecture Notes in Economics and Mathematical Systems, vol. 319. Springer, Berlin (1989)

    Google Scholar 

  17. Penot, J.: Subdifferential calculus without qualification assumptions. J. Convex Anal. 3, 207–219 (1996)

    MathSciNet  MATH  Google Scholar 

  18. Sisarat, N., Wangkeeree, R., Tanaka, T.: Sequential characterizations of approximate solutions in convex vector optimization problems with set-valued maps. J. Glob. Optim. 77, 273–287 (2020)

    Article  MathSciNet  MATH  Google Scholar 

  19. Thibault, L.: A generalized sequential formula for subdifferentials of sums of convex functions defined on Banach spaces. In: Durier, R., Michelot, C. (eds.) Recent Developments in Optimization. Lecture Notes in Economics and Mathematical Systems, vol. 429, pp. 340–345. Springer, Berlin (1995)

    Chapter  Google Scholar 

  20. Thibault, L.: Sequential convex subdifferential calculus and sequential Lagrange multipliers. SIAM J. Control Optim. 35, 1434–1444 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  21. Taa, A.: On subdifferential calculus for set-valued mappings and optimality conditions. Nonlinear Anal. 74(18), 7312–7324 (2011)

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to Mohamed Laghdir.

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Communicated by Akhtar A. Khan.

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Laghdir, M., Echchaabaoui, E.M. Sequential Pareto Subdifferential Sum Rule for Convex Set-Valued Mappings and Applications. J Optim Theory Appl 198, 1226–1245 (2023). https://doi.org/10.1007/s10957-023-02255-8

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